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Infrastructure for Physical World AI Agents

AI agents are starting to act in the real world, but they can't reliably understand it. Every fact about a place has its own silo: land in GIS maps, power in utility portals, people in census tables, policy in county PDFs. All built for humans, none for agents. Underneath, the data is fragmented across thousands of sources, unstructured and complex. Mireye is building the infrastructure that powers agents to make decisions and act in the real world. One API and MCP to connect agents to the physical world with accurate data enrichment, signals and tools. Our mission is to index every inch of the earth, and make it as queryable as the web.
Active Founders
Ansh Chokshi
Ansh Chokshi
CEO and Founder
Founder and CEO at Mireye (YC S26). Previously led AI/ML engineering at Seismic. At 21, co-founded Poker Pit, scaled 0 to $250K ARR in 4 months before acquisition. University of Toronto - CS, Math and Econ.
Company Launches
Mireye: The easiest way to build agentic applications for the physical world
See original launch post

TL;DR: Mireye is building the infrastructure that powers agents to make decisions and act in the real world. Today’s agents are book smart, we are going to make them street smart.

https://youtu.be/ToEs-lxNja8

The Problem:

Every fact about a place has its own silo: land in GIS maps, power in utility portals, people in census tables, policy in county PDFs.

All built for humans, none for agents. Underneath, the data is fragmented across thousands of sources, unstructured and complex.

Even with clean data the problem isn't solved, because a decision takes more than retrieving facts.

What We Built: One API and MCP that connects your agent to the physical world

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How It Works:

Install our skill or paste this in your agent: https://www.mireye.com/skills.md

Ask any question about any US location, get a citable answer in seconds

Data enrichment, tools and signals that turn facts into decisions, so agents can run real workflows: screen a site, underwrite a property, qualify a lead etc.

300+ fields across the land, the location, the people, the rules, the risks, growing 20% week over week.

Our first customers built agents that source off market land deals for data centers 100x faster than before.

You can do the same for your industry and we'll help you build it.

Today we are launching the first ever on-demand indexing API for the physical world. Ask for data that isn't indexed, and our long running agent sources it, and indexes it on the fly.

Ansh Chokshi sold his first startup, Poker Pit, at the age of 21 after growing it from zero to $250K ARR in four months. He then led AI/ML engineering at Seismic.

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Our Ask:

Anyone building agents for physical-world applications. Comment and we'll set you up with our MCP.

Intros to developers: real estate, data center, industrial, solar, nuclear.

Anyone who needs data about the real world and can't get it. We'll source it and index it for you.

Email: ansh@mireye.com

YC Photos
Mireye
Founded:2026
Batch:Summer 2026
Team Size:2
Status:
Active
Location:San Francisco
Primary Partner:Jon Xu